## archive
Blog
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★ featured
- essays/ Why Your AI Coding Agents Fail After 20 Minutes (And How to Fix It) Loop engineering doesn't scale past context degradation. Isolated subagents, a boring DAG harness, and shell checks as the judge are what make 8-hour unsupervised runs land.
- essays/ Spec-Driven AI Development An experiment: treat requirements as the source of truth, regenerate code when they change, and let mutation testing guard the architecture — so I ship across ~20 apps without reading the diffs.
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